Overview
Brought to you by YData
Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 44993 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.9 MiB |
| Average record size in memory | 208.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 18 |
cb_person_cred_hist_length is highly overall correlated with person_age and 1 other fields | High correlation |
loan_amnt is highly overall correlated with loan_percent_income | High correlation |
loan_percent_income is highly overall correlated with loan_amnt | High correlation |
loan_status is highly overall correlated with previous_loan_defaults_on_file | High correlation |
person_age is highly overall correlated with cb_person_cred_hist_length and 1 other fields | High correlation |
person_emp_exp is highly overall correlated with cb_person_cred_hist_length and 1 other fields | High correlation |
person_home_ownership_MORTGAGE is highly overall correlated with person_home_ownership_RENT | High correlation |
person_home_ownership_RENT is highly overall correlated with person_home_ownership_MORTGAGE | High correlation |
previous_loan_defaults_on_file is highly overall correlated with loan_status | High correlation |
person_education_Doctorate is highly imbalanced (89.5%) | Imbalance |
person_home_ownership_OTHER is highly imbalanced (97.4%) | Imbalance |
person_home_ownership_OWN is highly imbalanced (65.1%) | Imbalance |
loan_intent_HOMEIMPROVEMENT is highly imbalanced (51.1%) | Imbalance |
person_emp_exp has 9566 (21.3%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-28 00:01:13.368835 |
|---|---|
| Analysis finished | 2025-10-28 00:01:29.344686 |
| Duration | 15.98 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
person_age
Real number (ℝ)
High correlation
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.748428 |
| Minimum | 20 |
|---|---|
| Maximum | 94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 24 |
| median | 26 |
| Q3 | 30 |
| 95-th percentile | 39 |
| Maximum | 94 |
| Range | 74 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.9097374 |
|---|---|
| Coefficient of variation (CV) | 0.21297558 |
| Kurtosis | 5.8496425 |
| Mean | 27.748428 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.9106032 |
| Sum | 1248485 |
| Variance | 34.924997 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23 | 5254 | |
| 24 | 5138 | |
| 25 | 4507 | |
| 22 | 4236 | |
| 26 | 3659 | 8.1% |
| 27 | 3095 | 6.9% |
| 28 | 2728 | 6.1% |
| 29 | 2455 | 5.5% |
| 30 | 2021 | 4.5% |
| 31 | 1645 | 3.7% |
| Other values (46) | 10255 |
| Value | Count | Frequency (%) |
| 20 | 17 | < 0.1% |
| 21 | 1289 | 2.9% |
| 22 | 4236 | |
| 23 | 5254 | |
| 24 | 5138 | |
| 25 | 4507 | |
| 26 | 3659 | |
| 27 | 3095 | |
| 28 | 2728 | |
| 29 | 2455 |
| Value | Count | Frequency (%) |
| 94 | 1 | < 0.1% |
| 84 | 1 | < 0.1% |
| 80 | 1 | < 0.1% |
| 78 | 1 | < 0.1% |
| 76 | 1 | < 0.1% |
| 73 | 3 | < 0.1% |
| 70 | 7 | |
| 69 | 5 | |
| 67 | 1 | < 0.1% |
| 66 | 11 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 24836 | |
| 1 | 20157 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 24836 | |
| 1 | 20157 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 24836 | |
| 1 | 20157 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 24836 | |
| 1 | 20157 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 24836 | |
| 1 | 20157 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 24836 | |
| 1 | 20157 |
person_income
Real number (ℝ)
| Distinct | 33983 |
|---|---|
| Distinct (%) | 75.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79908.448 |
| Minimum | 8000 |
|---|---|
| Maximum | 2448661 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 8000 |
|---|---|
| 5-th percentile | 28364.6 |
| Q1 | 47195 |
| median | 67046 |
| Q3 | 95778 |
| 95-th percentile | 166693.8 |
| Maximum | 2448661 |
| Range | 2440661 |
| Interquartile range (IQR) | 48583 |
Descriptive statistics
| Standard deviation | 63322.132 |
|---|---|
| Coefficient of variation (CV) | 0.79243352 |
| Kurtosis | 216.23575 |
| Mean | 79908.448 |
| Median Absolute Deviation (MAD) | 23117 |
| Skewness | 9.6949923 |
| Sum | 3.5953208 × 109 |
| Variance | 4.0096924 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8000 | 15 | < 0.1% |
| 73011 | 10 | < 0.1% |
| 36995 | 9 | < 0.1% |
| 60914 | 8 | < 0.1% |
| 37020 | 8 | < 0.1% |
| 60947 | 7 | < 0.1% |
| 73082 | 7 | < 0.1% |
| 49052 | 7 | < 0.1% |
| 36946 | 7 | < 0.1% |
| 60864 | 7 | < 0.1% |
| Other values (33973) | 44908 |
| Value | Count | Frequency (%) |
| 8000 | 15 | |
| 8037 | 1 | < 0.1% |
| 8104 | 1 | < 0.1% |
| 8186 | 1 | < 0.1% |
| 8248 | 1 | < 0.1% |
| 8267 | 1 | < 0.1% |
| 8277 | 1 | < 0.1% |
| 8302 | 1 | < 0.1% |
| 8518 | 1 | < 0.1% |
| 9364 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2448661 | 1 | |
| 2280980 | 1 | |
| 2139143 | 1 | |
| 2012954 | 1 | |
| 1741243 | 1 | |
| 1728974 | 1 | |
| 1661567 | 1 | |
| 1635757 | 1 | |
| 1621992 | 1 | |
| 1440982 | 1 |
person_emp_exp
Real number (ℝ)
High correlation Zeros
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.394528 |
| Minimum | 0 |
|---|---|
| Maximum | 76 |
| Zeros | 9566 |
| Zeros (%) | 21.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 4 |
| Q3 | 8 |
| 95-th percentile | 17 |
| Maximum | 76 |
| Range | 76 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.9271593 |
|---|---|
| Coefficient of variation (CV) | 1.0987355 |
| Kurtosis | 6.1148092 |
| Mean | 5.394528 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.9520452 |
| Sum | 242716 |
| Variance | 35.131217 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9566 | |
| 2 | 4134 | |
| 1 | 4061 | |
| 3 | 3890 | |
| 4 | 3524 | 7.8% |
| 5 | 3000 | 6.7% |
| 6 | 2717 | 6.0% |
| 7 | 2204 | 4.9% |
| 8 | 1890 | 4.2% |
| 9 | 1575 | 3.5% |
| Other values (46) | 8432 |
| Value | Count | Frequency (%) |
| 0 | 9566 | |
| 1 | 4061 | |
| 2 | 4134 | |
| 3 | 3890 | |
| 4 | 3524 | 7.8% |
| 5 | 3000 | 6.7% |
| 6 | 2717 | 6.0% |
| 7 | 2204 | 4.9% |
| 8 | 1890 | 4.2% |
| 9 | 1575 | 3.5% |
| Value | Count | Frequency (%) |
| 76 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 58 | 1 | < 0.1% |
| 57 | 1 | < 0.1% |
| 50 | 2 | < 0.1% |
| 49 | 2 | < 0.1% |
| 48 | 2 | < 0.1% |
| 47 | 5 | |
| 46 | 2 | < 0.1% |
loan_amnt
Real number (ℝ)
High correlation
| Distinct | 4481 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9583.1768 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 5000 |
| median | 8000 |
| Q3 | 12237 |
| 95-th percentile | 24000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 7237 |
Descriptive statistics
| Standard deviation | 6314.8027 |
|---|---|
| Coefficient of variation (CV) | 0.6589467 |
| Kurtosis | 1.3517206 |
| Mean | 9583.1768 |
| Median Absolute Deviation (MAD) | 3800 |
| Skewness | 1.1797839 |
| Sum | 4.3117587 × 108 |
| Variance | 39876733 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 3617 | 8.0% |
| 5000 | 2786 | 6.2% |
| 6000 | 2425 | 5.4% |
| 12000 | 2416 | 5.4% |
| 15000 | 2004 | 4.5% |
| 8000 | 1928 | 4.3% |
| 4000 | 1406 | 3.1% |
| 20000 | 1384 | 3.1% |
| 3000 | 1378 | 3.1% |
| 7000 | 1314 | 2.9% |
| Other values (4471) | 24335 |
| Value | Count | Frequency (%) |
| 500 | 5 | |
| 563 | 1 | < 0.1% |
| 700 | 1 | < 0.1% |
| 725 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 900 | 2 | < 0.1% |
| 912 | 1 | < 0.1% |
| 922 | 1 | < 0.1% |
| 950 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 234 | |
| 34826 | 1 | < 0.1% |
| 34800 | 1 | < 0.1% |
| 34664 | 1 | < 0.1% |
| 34375 | 1 | < 0.1% |
| 34322 | 1 | < 0.1% |
| 34121 | 1 | < 0.1% |
| 34000 | 4 | < 0.1% |
| 33950 | 2 | < 0.1% |
| 33800 | 1 | < 0.1% |
loan_int_rate
Real number (ℝ)
| Distinct | 1302 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.006448 |
| Minimum | 5.42 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 5.42 |
|---|---|
| 5-th percentile | 6.17 |
| Q1 | 8.59 |
| median | 11.01 |
| Q3 | 12.99 |
| 95-th percentile | 16 |
| Maximum | 20 |
| Range | 14.58 |
| Interquartile range (IQR) | 4.4 |
Descriptive statistics
| Standard deviation | 2.9789854 |
|---|---|
| Coefficient of variation (CV) | 0.27065821 |
| Kurtosis | -0.42051942 |
| Mean | 11.006448 |
| Median Absolute Deviation (MAD) | 2.13 |
| Skewness | 0.21391504 |
| Sum | 495213.11 |
| Variance | 8.8743542 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.01 | 3328 | 7.4% |
| 10.99 | 804 | 1.8% |
| 7.51 | 798 | 1.8% |
| 7.49 | 687 | 1.5% |
| 7.88 | 673 | 1.5% |
| 5.42 | 608 | 1.4% |
| 7.9 | 606 | 1.3% |
| 11.49 | 514 | 1.1% |
| 9.99 | 484 | 1.1% |
| 13.49 | 475 | 1.1% |
| Other values (1292) | 36016 |
| Value | Count | Frequency (%) |
| 5.42 | 608 | |
| 5.43 | 2 | < 0.1% |
| 5.44 | 2 | < 0.1% |
| 5.46 | 1 | < 0.1% |
| 5.47 | 5 | < 0.1% |
| 5.48 | 4 | < 0.1% |
| 5.49 | 4 | < 0.1% |
| 5.5 | 1 | < 0.1% |
| 5.51 | 3 | < 0.1% |
| 5.52 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 84 | |
| 19.91 | 9 | < 0.1% |
| 19.9 | 1 | < 0.1% |
| 19.82 | 5 | < 0.1% |
| 19.8 | 1 | < 0.1% |
| 19.79 | 4 | < 0.1% |
| 19.74 | 4 | < 0.1% |
| 19.69 | 12 | < 0.1% |
| 19.66 | 3 | < 0.1% |
| 19.62 | 1 | < 0.1% |
loan_percent_income
Real number (ℝ)
High correlation
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1397364 |
| Minimum | 0 |
|---|---|
| Maximum | 0.66 |
| Zeros | 24 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.03 |
| Q1 | 0.07 |
| median | 0.12 |
| Q3 | 0.19 |
| 95-th percentile | 0.31 |
| Maximum | 0.66 |
| Range | 0.66 |
| Interquartile range (IQR) | 0.12 |
Descriptive statistics
| Standard deviation | 0.087206717 |
|---|---|
| Coefficient of variation (CV) | 0.62408016 |
| Kurtosis | 1.0829359 |
| Mean | 0.1397364 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | 1.0348421 |
| Sum | 6287.16 |
| Variance | 0.0076050114 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.08 | 2593 | 5.8% |
| 0.1 | 2421 | 5.4% |
| 0.07 | 2415 | 5.4% |
| 0.09 | 2295 | 5.1% |
| 0.06 | 2242 | 5.0% |
| 0.12 | 2216 | 4.9% |
| 0.05 | 2176 | 4.8% |
| 0.11 | 2158 | 4.8% |
| 0.14 | 1960 | 4.4% |
| 0.04 | 1950 | 4.3% |
| Other values (54) | 22567 |
| Value | Count | Frequency (%) |
| 0 | 24 | 0.1% |
| 0.01 | 315 | 0.7% |
| 0.02 | 942 | 2.1% |
| 0.03 | 1488 | |
| 0.04 | 1950 | |
| 0.05 | 2176 | |
| 0.06 | 2242 | |
| 0.07 | 2415 | |
| 0.08 | 2593 | |
| 0.09 | 2295 |
| Value | Count | Frequency (%) |
| 0.66 | 1 | < 0.1% |
| 0.63 | 1 | < 0.1% |
| 0.62 | 2 | < 0.1% |
| 0.61 | 2 | < 0.1% |
| 0.59 | 1 | < 0.1% |
| 0.58 | 1 | < 0.1% |
| 0.57 | 1 | < 0.1% |
| 0.56 | 5 | |
| 0.55 | 5 | |
| 0.54 | 8 |
cb_person_cred_hist_length
Real number (ℝ)
High correlation
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.866557 |
| Minimum | 2 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 8 |
| 95-th percentile | 14 |
| Maximum | 30 |
| Range | 28 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.877167 |
|---|---|
| Coefficient of variation (CV) | 0.66089309 |
| Kurtosis | 3.7156528 |
| Mean | 5.866557 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.6293948 |
| Sum | 263954 |
| Variance | 15.032424 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 8652 | |
| 3 | 8310 | |
| 2 | 6536 | |
| 5 | 3082 | 6.8% |
| 6 | 2966 | 6.6% |
| 7 | 2889 | 6.4% |
| 8 | 2800 | 6.2% |
| 9 | 2685 | 6.0% |
| 10 | 2457 | 5.5% |
| 12 | 715 | 1.6% |
| Other values (19) | 3901 |
| Value | Count | Frequency (%) |
| 2 | 6536 | |
| 3 | 8310 | |
| 4 | 8652 | |
| 5 | 3082 | 6.8% |
| 6 | 2966 | 6.6% |
| 7 | 2889 | 6.4% |
| 8 | 2800 | 6.2% |
| 9 | 2685 | 6.0% |
| 10 | 2457 | 5.5% |
| 11 | 712 | 1.6% |
| Value | Count | Frequency (%) |
| 30 | 23 | |
| 29 | 15 | |
| 28 | 29 | |
| 27 | 23 | |
| 26 | 20 | |
| 25 | 22 | |
| 24 | 33 | |
| 23 | 26 | |
| 22 | 31 | |
| 21 | 24 |
credit_score
Real number (ℝ)
| Distinct | 335 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 632.58571 |
| Minimum | 390 |
|---|---|
| Maximum | 784 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 390 |
|---|---|
| 5-th percentile | 539 |
| Q1 | 601 |
| median | 640 |
| Q3 | 670 |
| 95-th percentile | 703 |
| Maximum | 784 |
| Range | 394 |
| Interquartile range (IQR) | 69 |
Descriptive statistics
| Standard deviation | 50.402411 |
|---|---|
| Coefficient of variation (CV) | 0.079676808 |
| Kurtosis | 0.19244114 |
| Mean | 632.58571 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | -0.61532878 |
| Sum | 28461929 |
| Variance | 2540.403 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 658 | 406 | 0.9% |
| 649 | 398 | 0.9% |
| 652 | 396 | 0.9% |
| 663 | 394 | 0.9% |
| 647 | 393 | 0.9% |
| 654 | 391 | 0.9% |
| 650 | 391 | 0.9% |
| 653 | 390 | 0.9% |
| 667 | 390 | 0.9% |
| 656 | 386 | 0.9% |
| Other values (325) | 41058 |
| Value | Count | Frequency (%) |
| 390 | 1 | < 0.1% |
| 418 | 1 | < 0.1% |
| 419 | 1 | < 0.1% |
| 420 | 1 | < 0.1% |
| 421 | 1 | < 0.1% |
| 430 | 1 | < 0.1% |
| 431 | 2 | |
| 434 | 1 | < 0.1% |
| 435 | 4 | |
| 437 | 2 |
| Value | Count | Frequency (%) |
| 784 | 2 | |
| 773 | 1 | |
| 772 | 1 | |
| 770 | 1 | |
| 768 | 1 | |
| 767 | 1 | |
| 765 | 1 | |
| 764 | 2 | |
| 762 | 1 | |
| 760 | 2 |
previous_loan_defaults_on_file
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 22856 | |
| 0 | 22137 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 22856 | |
| 0 | 22137 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 22856 | |
| 0 | 22137 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 22856 | |
| 0 | 22137 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 22856 | |
| 0 | 22137 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 22856 | |
| 0 | 22137 |
person_education_Associate
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 32967 | |
| 1 | 12026 | 26.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 32967 | |
| 1 | 12026 | 26.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 32967 | |
| 1 | 12026 | 26.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 32967 | |
| 1 | 12026 | 26.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 32967 | |
| 1 | 12026 | 26.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 32967 | |
| 1 | 12026 | 26.7% |
person_education_Bachelor
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 31597 | |
| 1 | 13396 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 31597 | |
| 1 | 13396 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 31597 | |
| 1 | 13396 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 31597 | |
| 1 | 13396 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 31597 | |
| 1 | 13396 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 31597 | |
| 1 | 13396 |
person_education_Doctorate
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 | 621 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 44372 | |
| 1 | 621 | 1.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 44372 | |
| 1 | 621 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 44372 | |
| 1 | 621 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 44372 | |
| 1 | 621 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 44372 | |
| 1 | 621 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 44372 | |
| 1 | 621 | 1.4% |
person_education_High School
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 33023 | |
| 1 | 11970 | 26.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 33023 | |
| 1 | 11970 | 26.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 33023 | |
| 1 | 11970 | 26.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 33023 | |
| 1 | 11970 | 26.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 33023 | |
| 1 | 11970 | 26.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 33023 | |
| 1 | 11970 | 26.6% |
person_education_Master
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 38013 | |
| 1 | 6980 | 15.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 38013 | |
| 1 | 6980 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 38013 | |
| 1 | 6980 | 15.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 38013 | |
| 1 | 6980 | 15.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 38013 | |
| 1 | 6980 | 15.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 38013 | |
| 1 | 6980 | 15.5% |
person_home_ownership_MORTGAGE
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 18485 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 18485 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 18485 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 18485 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 18485 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 18485 |
person_home_ownership_OTHER
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 | 117 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 44876 | |
| 1 | 117 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 44876 | |
| 1 | 117 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 44876 | |
| 1 | 117 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 44876 | |
| 1 | 117 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 44876 | |
| 1 | 117 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 44876 | |
| 1 | 117 | 0.3% |
person_home_ownership_OWN
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 | 2951 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 42042 | |
| 1 | 2951 | 6.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 42042 | |
| 1 | 2951 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 42042 | |
| 1 | 2951 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 42042 | |
| 1 | 2951 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 42042 | |
| 1 | 2951 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 42042 | |
| 1 | 2951 | 6.6% |
person_home_ownership_RENT
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 23440 | |
| 0 | 21553 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 23440 | |
| 0 | 21553 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 23440 | |
| 0 | 21553 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 23440 | |
| 0 | 21553 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 23440 | |
| 0 | 21553 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 23440 | |
| 0 | 21553 |
loan_intent_DEBTCONSOLIDATION
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 37848 | |
| 1 | 7145 | 15.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 37848 | |
| 1 | 7145 | 15.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37848 | |
| 1 | 7145 | 15.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37848 | |
| 1 | 7145 | 15.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37848 | |
| 1 | 7145 | 15.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37848 | |
| 1 | 7145 | 15.9% |
loan_intent_EDUCATION
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 35842 | |
| 1 | 9151 | 20.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 35842 | |
| 1 | 9151 | 20.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35842 | |
| 1 | 9151 | 20.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35842 | |
| 1 | 9151 | 20.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35842 | |
| 1 | 9151 | 20.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35842 | |
| 1 | 9151 | 20.3% |
loan_intent_HOMEIMPROVEMENT
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 40210 | |
| 1 | 4783 | 10.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 40210 | |
| 1 | 4783 | 10.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 40210 | |
| 1 | 4783 | 10.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40210 | |
| 1 | 4783 | 10.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40210 | |
| 1 | 4783 | 10.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40210 | |
| 1 | 4783 | 10.6% |
loan_intent_MEDICAL
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 36445 | |
| 1 | 8548 | 19.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 36445 | |
| 1 | 8548 | 19.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 36445 | |
| 1 | 8548 | 19.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36445 | |
| 1 | 8548 | 19.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36445 | |
| 1 | 8548 | 19.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36445 | |
| 1 | 8548 | 19.0% |
loan_intent_PERSONAL
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 37442 | |
| 1 | 7551 | 16.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 37442 | |
| 1 | 7551 | 16.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37442 | |
| 1 | 7551 | 16.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37442 | |
| 1 | 7551 | 16.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37442 | |
| 1 | 7551 | 16.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37442 | |
| 1 | 7551 | 16.8% |
loan_intent_VENTURE
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 37178 | |
| 1 | 7815 | 17.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 37178 | |
| 1 | 7815 | 17.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 37178 | |
| 1 | 7815 | 17.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37178 | |
| 1 | 7815 | 17.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37178 | |
| 1 | 7815 | 17.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 37178 | |
| 1 | 7815 | 17.4% |
loan_status
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 34993 | |
| 1 | 10000 | 22.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 34993 | |
| 1 | 10000 | 22.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 34993 | |
| 1 | 10000 | 22.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 34993 | |
| 1 | 10000 | 22.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 34993 | |
| 1 | 10000 | 22.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 44993 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 34993 | |
| 1 | 10000 | 22.2% |
Interactions
Correlations
| cb_person_cred_hist_length | credit_score | loan_amnt | loan_int_rate | loan_intent_DEBTCONSOLIDATION | loan_intent_EDUCATION | loan_intent_HOMEIMPROVEMENT | loan_intent_MEDICAL | loan_intent_PERSONAL | loan_intent_VENTURE | loan_percent_income | loan_status | person_age | person_education_Associate | person_education_Bachelor | person_education_Doctorate | person_education_High School | person_education_Master | person_emp_exp | person_gender | person_home_ownership_MORTGAGE | person_home_ownership_OTHER | person_home_ownership_OWN | person_home_ownership_RENT | person_income | previous_loan_defaults_on_file | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| cb_person_cred_hist_length | 1.000 | 0.142 | 0.043 | 0.017 | 0.003 | 0.086 | 0.076 | 0.023 | 0.058 | 0.012 | -0.037 | 0.020 | 0.821 | 0.047 | 0.099 | 0.118 | 0.107 | 0.056 | 0.751 | 0.026 | 0.046 | 0.011 | 0.008 | 0.043 | 0.093 | 0.026 |
| credit_score | 0.142 | 1.000 | 0.007 | 0.011 | 0.012 | 0.023 | 0.008 | 0.000 | 0.000 | 0.007 | -0.012 | 0.000 | 0.160 | 0.056 | 0.078 | 0.147 | 0.172 | 0.149 | 0.171 | 0.008 | 0.000 | 0.009 | 0.000 | 0.000 | 0.022 | 0.179 |
| loan_amnt | 0.043 | 0.007 | 1.000 | 0.105 | 0.015 | 0.027 | 0.050 | 0.036 | 0.017 | 0.019 | 0.666 | 0.126 | 0.064 | 0.000 | 0.000 | 0.000 | 0.011 | 0.004 | 0.052 | 0.005 | 0.151 | 0.022 | 0.039 | 0.138 | 0.405 | 0.067 |
| loan_int_rate | 0.017 | 0.011 | 0.105 | 1.000 | 0.004 | 0.025 | 0.031 | 0.006 | 0.000 | 0.014 | 0.124 | 0.363 | 0.013 | 0.006 | 0.003 | 0.008 | 0.004 | 0.000 | 0.016 | 0.000 | 0.136 | 0.024 | 0.016 | 0.142 | -0.033 | 0.198 |
| loan_intent_DEBTCONSOLIDATION | 0.003 | 0.012 | 0.015 | 0.004 | 1.000 | 0.219 | 0.150 | 0.210 | 0.195 | 0.199 | 0.020 | 0.084 | 0.000 | 0.000 | 0.008 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.094 | 0.031 | 0.009 | 0.045 |
| loan_intent_EDUCATION | 0.086 | 0.023 | 0.027 | 0.025 | 0.219 | 1.000 | 0.174 | 0.245 | 0.227 | 0.232 | 0.016 | 0.064 | 0.081 | 0.000 | 0.000 | 0.014 | 0.013 | 0.006 | 0.060 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.013 | 0.038 |
| loan_intent_HOMEIMPROVEMENT | 0.076 | 0.008 | 0.050 | 0.031 | 0.150 | 0.174 | 1.000 | 0.167 | 0.155 | 0.158 | 0.023 | 0.033 | 0.074 | 0.015 | 0.010 | 0.009 | 0.011 | 0.004 | 0.051 | 0.000 | 0.050 | 0.000 | 0.009 | 0.055 | 0.000 | 0.021 |
| loan_intent_MEDICAL | 0.023 | 0.000 | 0.036 | 0.006 | 0.210 | 0.245 | 0.167 | 1.000 | 0.217 | 0.222 | 0.023 | 0.065 | 0.031 | 0.003 | 0.000 | 0.006 | 0.000 | 0.007 | 0.032 | 0.004 | 0.054 | 0.000 | 0.015 | 0.061 | 0.011 | 0.034 |
| loan_intent_PERSONAL | 0.058 | 0.000 | 0.017 | 0.000 | 0.195 | 0.227 | 0.155 | 0.217 | 1.000 | 0.206 | 0.008 | 0.022 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.054 | 0.000 | 0.011 | 0.000 | 0.001 | 0.014 | 0.018 | 0.000 |
| loan_intent_VENTURE | 0.012 | 0.007 | 0.019 | 0.014 | 0.199 | 0.232 | 0.158 | 0.222 | 0.206 | 1.000 | 0.011 | 0.086 | 0.015 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.007 | 0.005 | 0.091 | 0.037 | 0.014 | 0.052 |
| loan_percent_income | -0.037 | -0.012 | 0.666 | 0.124 | 0.020 | 0.016 | 0.023 | 0.023 | 0.008 | 0.011 | 1.000 | 0.415 | -0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | -0.050 | 0.000 | 0.155 | 0.012 | 0.055 | 0.128 | -0.353 | 0.220 |
| loan_status | 0.020 | 0.000 | 0.126 | 0.363 | 0.084 | 0.064 | 0.033 | 0.065 | 0.022 | 0.086 | 0.415 | 1.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.213 | 0.012 | 0.093 | 0.255 | 0.024 | 0.543 |
| person_age | 0.821 | 0.160 | 0.064 | 0.013 | 0.000 | 0.081 | 0.074 | 0.031 | 0.057 | 0.015 | -0.056 | 0.020 | 1.000 | 0.046 | 0.098 | 0.114 | 0.097 | 0.051 | 0.887 | 0.027 | 0.049 | 0.011 | 0.009 | 0.046 | 0.143 | 0.028 |
| person_education_Associate | 0.047 | 0.056 | 0.000 | 0.006 | 0.000 | 0.000 | 0.015 | 0.003 | 0.000 | 0.001 | 0.000 | 0.000 | 0.046 | 1.000 | 0.393 | 0.071 | 0.364 | 0.259 | 0.041 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.010 |
| person_education_Bachelor | 0.099 | 0.078 | 0.000 | 0.003 | 0.008 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.098 | 0.393 | 1.000 | 0.077 | 0.392 | 0.279 | 0.081 | 0.000 | 0.004 | 0.003 | 0.000 | 0.006 | 0.000 | 0.017 |
| person_education_Doctorate | 0.118 | 0.147 | 0.000 | 0.008 | 0.000 | 0.014 | 0.009 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.114 | 0.071 | 0.077 | 1.000 | 0.071 | 0.050 | 0.107 | 0.000 | 0.008 | 0.000 | 0.000 | 0.009 | 0.020 | 0.019 |
| person_education_High School | 0.107 | 0.172 | 0.011 | 0.004 | 0.004 | 0.013 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.097 | 0.364 | 0.392 | 0.071 | 1.000 | 0.258 | 0.067 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.018 | 0.029 |
| person_education_Master | 0.056 | 0.149 | 0.004 | 0.000 | 0.000 | 0.006 | 0.004 | 0.007 | 0.002 | 0.000 | 0.006 | 0.000 | 0.051 | 0.259 | 0.279 | 0.050 | 0.258 | 1.000 | 0.040 | 0.000 | 0.000 | 0.006 | 0.007 | 0.000 | 0.000 | 0.021 |
| person_emp_exp | 0.751 | 0.171 | 0.052 | 0.016 | 0.000 | 0.060 | 0.051 | 0.032 | 0.054 | 0.012 | -0.050 | 0.015 | 0.887 | 0.041 | 0.081 | 0.107 | 0.067 | 0.040 | 1.000 | 0.026 | 0.033 | 0.011 | 0.009 | 0.035 | 0.120 | 0.031 |
| person_gender | 0.026 | 0.008 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 |
| person_home_ownership_MORTGAGE | 0.046 | 0.000 | 0.151 | 0.136 | 0.015 | 0.000 | 0.050 | 0.054 | 0.011 | 0.007 | 0.155 | 0.213 | 0.049 | 0.000 | 0.004 | 0.008 | 0.000 | 0.000 | 0.033 | 0.000 | 1.000 | 0.042 | 0.221 | 0.871 | 0.085 | 0.115 |
| person_home_ownership_OTHER | 0.011 | 0.009 | 0.022 | 0.024 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.005 | 0.012 | 0.012 | 0.011 | 0.000 | 0.003 | 0.000 | 0.000 | 0.006 | 0.011 | 0.000 | 0.042 | 1.000 | 0.012 | 0.053 | 0.018 | 0.009 |
| person_home_ownership_OWN | 0.008 | 0.000 | 0.039 | 0.016 | 0.094 | 0.000 | 0.009 | 0.015 | 0.001 | 0.091 | 0.055 | 0.093 | 0.009 | 0.000 | 0.000 | 0.000 | 0.003 | 0.007 | 0.009 | 0.000 | 0.221 | 0.012 | 1.000 | 0.276 | 0.000 | 0.053 |
| person_home_ownership_RENT | 0.043 | 0.000 | 0.138 | 0.142 | 0.031 | 0.000 | 0.055 | 0.061 | 0.014 | 0.037 | 0.128 | 0.255 | 0.046 | 0.000 | 0.006 | 0.009 | 0.000 | 0.000 | 0.035 | 0.000 | 0.871 | 0.053 | 0.276 | 1.000 | 0.082 | 0.138 |
| person_income | 0.093 | 0.022 | 0.405 | -0.033 | 0.009 | 0.013 | 0.000 | 0.011 | 0.018 | 0.014 | -0.353 | 0.024 | 0.143 | 0.005 | 0.000 | 0.020 | 0.018 | 0.000 | 0.120 | 0.004 | 0.085 | 0.018 | 0.000 | 0.082 | 1.000 | 0.019 |
| previous_loan_defaults_on_file | 0.026 | 0.179 | 0.067 | 0.198 | 0.045 | 0.038 | 0.021 | 0.034 | 0.000 | 0.052 | 0.220 | 0.543 | 0.028 | 0.010 | 0.017 | 0.019 | 0.029 | 0.021 | 0.031 | 0.000 | 0.115 | 0.009 | 0.053 | 0.138 | 0.019 | 1.000 |
Missing values
Sample
| person_age | person_gender | person_income | person_emp_exp | loan_amnt | loan_int_rate | loan_percent_income | cb_person_cred_hist_length | credit_score | previous_loan_defaults_on_file | person_education_Associate | person_education_Bachelor | person_education_Doctorate | person_education_High School | person_education_Master | person_home_ownership_MORTGAGE | person_home_ownership_OTHER | person_home_ownership_OWN | person_home_ownership_RENT | loan_intent_DEBTCONSOLIDATION | loan_intent_EDUCATION | loan_intent_HOMEIMPROVEMENT | loan_intent_MEDICAL | loan_intent_PERSONAL | loan_intent_VENTURE | loan_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 22.0 | 1 | 71948.0 | 0 | 35000.0 | 16.02 | 0.49 | 3.0 | 561 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 1 | 21.0 | 1 | 12282.0 | 0 | 1000.0 | 11.14 | 0.08 | 2.0 | 504 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 2 | 25.0 | 1 | 12438.0 | 3 | 5500.0 | 12.87 | 0.44 | 3.0 | 635 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 3 | 23.0 | 1 | 79753.0 | 0 | 35000.0 | 15.23 | 0.44 | 2.0 | 675 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 4 | 24.0 | 0 | 66135.0 | 1 | 35000.0 | 14.27 | 0.53 | 4.0 | 586 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 5 | 21.0 | 1 | 12951.0 | 0 | 2500.0 | 7.14 | 0.19 | 2.0 | 532 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 |
| 6 | 26.0 | 1 | 93471.0 | 1 | 35000.0 | 12.42 | 0.37 | 3.0 | 701 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 7 | 24.0 | 1 | 95550.0 | 5 | 35000.0 | 11.11 | 0.37 | 4.0 | 585 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 8 | 24.0 | 1 | 100684.0 | 3 | 35000.0 | 8.90 | 0.35 | 2.0 | 544 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 9 | 21.0 | 1 | 12739.0 | 0 | 1600.0 | 14.74 | 0.13 | 3.0 | 640 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 |
| person_age | person_gender | person_income | person_emp_exp | loan_amnt | loan_int_rate | loan_percent_income | cb_person_cred_hist_length | credit_score | previous_loan_defaults_on_file | person_education_Associate | person_education_Bachelor | person_education_Doctorate | person_education_High School | person_education_Master | person_home_ownership_MORTGAGE | person_home_ownership_OTHER | person_home_ownership_OWN | person_home_ownership_RENT | loan_intent_DEBTCONSOLIDATION | loan_intent_EDUCATION | loan_intent_HOMEIMPROVEMENT | loan_intent_MEDICAL | loan_intent_PERSONAL | loan_intent_VENTURE | loan_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 44983 | 31.0 | 0 | 136832.0 | 9 | 12319.0 | 16.92 | 0.09 | 7.0 | 722 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 44984 | 24.0 | 0 | 37786.0 | 0 | 13500.0 | 13.43 | 0.36 | 4.0 | 612 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 44985 | 23.0 | 1 | 40925.0 | 0 | 9000.0 | 11.01 | 0.22 | 4.0 | 487 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 44986 | 27.0 | 1 | 35512.0 | 4 | 5000.0 | 15.83 | 0.14 | 5.0 | 505 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 44987 | 24.0 | 1 | 31924.0 | 2 | 12229.0 | 10.70 | 0.38 | 4.0 | 678 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 44988 | 27.0 | 0 | 47971.0 | 6 | 15000.0 | 15.66 | 0.31 | 3.0 | 645 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 44989 | 37.0 | 1 | 65800.0 | 17 | 9000.0 | 14.07 | 0.14 | 11.0 | 621 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 44990 | 33.0 | 0 | 56942.0 | 7 | 2771.0 | 10.02 | 0.05 | 10.0 | 668 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| 44991 | 29.0 | 0 | 33164.0 | 4 | 12000.0 | 13.23 | 0.36 | 6.0 | 604 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 44992 | 24.0 | 0 | 51609.0 | 1 | 6665.0 | 17.05 | 0.13 | 3.0 | 628 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |